Overview#
This notebook gives a general overview of the features included in the dataset.
Show imports
%load_ext autoreload
%autoreload 2
import os
import dimcat as dc
import pandas as pd
import plotly.express as px
from dimcat import filters, plotting
from IPython.display import display
import utils
RESULTS_PATH = os.path.abspath(os.path.join(utils.OUTPUT_FOLDER, "overview"))
os.makedirs(RESULTS_PATH, exist_ok=True)
def make_output_path(
filename: str,
extension=None,
path=RESULTS_PATH,
) -> str:
return utils.make_output_path(filename=filename, extension=extension, path=path)
def save_figure_as(
fig, filename, formats=("png", "pdf"), directory=RESULTS_PATH, **kwargs
):
if formats is not None:
for fmt in formats:
plotting.write_image(fig, filename, directory, format=fmt, **kwargs)
else:
plotting.write_image(fig, filename, directory, **kwargs)
Loading data
D = utils.get_dataset("bach_en_fr_suites", corpus_release="v2.2")
package = D.inputs.get_package()
package_info = package._package.custom
git_tag = package_info.get("git_tag")
utils.print_heading("Data and software versions")
print("J.S. Bach – English and French Suites version v2.2")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D
Data and software versions
--------------------------
J.S. Bach – English and French Suites version v2.2
Datapackage 'bach_en_fr_suites' @ v2.2
dimcat version 3.4.0
Dataset
=======
{'inputs': {'basepath': None,
'packages': {'bach_en_fr_suites': ["'bach_en_fr_suites.measures' (MuseScoreFacetName.MuseScoreMeasures)",
"'bach_en_fr_suites.notes' (MuseScoreFacetName.MuseScoreNotes)",
"'bach_en_fr_suites.expanded' (MuseScoreFacetName.MuseScoreHarmonies)",
"'bach_en_fr_suites.chords' (MuseScoreFacetName.MuseScoreChords)",
"'bach_en_fr_suites.metadata' (FeatureName.Metadata)"]}},
'outputs': {'basepath': None, 'packages': {}},
'pipeline': []}
filtered_D = filters.HasHarmonyLabelsFilter(keep_values=[True]).process(D)
all_metadata = filtered_D.get_metadata()
assert len(all_metadata) > 0, "No pieces selected for analysis."
all_metadata
| TimeSig | KeySig | last_mc | last_mn | length_qb | last_mc_unfolded | last_mn_unfolded | length_qb_unfolded | volta_mcs | all_notes_qb | ... | originalFormat | wikidata | musicbrainz | viaf | imslp | staff_1_instrument | staff_1_ambitus | staff_2_instrument | staff_2_ambitus | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | |||||||||||||||||||||
| bach_en_fr_suites | BWV806_01_Prelude | {1: '12/8'} | {1: 3} | 37 | 37 | 222.0 | 74 | 74 | 444.0 | () | 673.25 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/2591954a-1e63-326... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 56-84 (G#3-C6) | Piano | 37-76 (C#2-E5) |
| BWV806_02_Allemande | {1: '4/4'} | {1: 3} | 34 | 32 | 128.0 | 68 | 64 | 256.0 | () | 498.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/904478b9-c079-35f... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 44-83 (G#2-B5) | Piano | 35-71 (B1-B4) | |
| BWV806_03_Courante_I | {1: '3/2'} | {1: 3} | 22 | 20 | 120.0 | 44 | 40 | 240.0 | () | 381.00 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/c54e9412-5c9a-373... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 57-83 (A3-B5) | Piano | 33-71 (A1-B4) | |
| BWV806_04_Courante_II | {1: '3/2'} | {1: 3} | 26 | 24 | 144.0 | 52 | 48 | 288.0 | () | 434.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/4ed9eaa4-c831-312... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 56-83 (G#3-B5) | Piano | 33-64 (A1-E4) | |
| BWV806_05_Double_I | {1: '3/2'} | {1: 3} | 26 | 24 | 144.0 | 52 | 48 | 288.0 | () | 392.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/4ed9eaa4-c831-312... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 61-83 (C#4-B5) | Piano | 33-69 (A1-A4) | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | |
| BWV817_04_Gavotte | {1: '2/2'} | {1: 4} | 22 | 20 | 80.0 | 44 | 40 | 160.0 | () | 226.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/90f3c67a-528d-36e... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 63-83 (D#4-B5) | Piano | 40-64 (E2-E4) | |
| BWV817_05_Polonaise | {1: '3/4'} | {1: 4} | 24 | 24 | 72.0 | 48 | 48 | 144.0 | () | 144.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/c6632594-2267-323... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 64-83 (E4-B5) | Piano | 37-64 (C#2-E4) | |
| BWV817_06_Bourree | {1: '2/2'} | {1: 4} | 44 | 42 | 168.0 | 88 | 84 | 336.0 | () | 332.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/d8a68c73-ef63-3f2... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 63-83 (D#4-B5) | Piano | 35-68 (B1-G#4) | |
| BWV817_07_Gigue | {1: '6/8'} | {1: 4} | 50 | 48 | 144.0 | 100 | 96 | 288.0 | () | 270.50 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/6119f93a-d4fe-371... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 59-83 (B3-B5) | Piano | 37-66 (C#2-F#4) | |
| BWV817_08_Menuett | {1: '3/4'} | {1: 4} | 24 | 24 | 72.0 | 48 | 48 | 144.0 | () | 140.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/a500b14f-177c-3d8... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 56-81 (G#3-A5) | Piano | 40-61 (E2-C#4) |
89 rows × 56 columns
mean_composition_years = utils.corpus_mean_composition_years(all_metadata)
chronological_order = mean_composition_years.index.to_list()
corpus_colors = dict(zip(chronological_order, utils.CORPUS_COLOR_SCALE))
corpus_names = {
corp: utils.get_corpus_display_name(corp) for corp in chronological_order
}
chronological_corpus_names = list(corpus_names.values())
corpus_name_colors = {
corpus_names[corp]: color for corp, color in corpus_colors.items()
}
mean_composition_years
corpus
bach_en_fr_suites 1721.61236
Name: mean_composition_year, dtype: float64
Composition dates#
This section relies on the dataset’s metadata.
valid_composed_start = pd.to_numeric(all_metadata.composed_start, errors="coerce")
valid_composed_end = pd.to_numeric(all_metadata.composed_end, errors="coerce")
print(
f"Composition dates range from {int(valid_composed_start.min())} {valid_composed_start.idxmin()} "
f"to {int(valid_composed_end.max())} {valid_composed_end.idxmax()}."
)
Composition dates range from 1722 ('bach_en_fr_suites', 'BWV812_01_Allemande') to 1725 ('bach_en_fr_suites', 'BWV812_01_Allemande').
Mean composition years per corpus#
def make_summary(metadata_df):
piece_is_annotated = metadata_df.label_count > 0
return metadata_df[piece_is_annotated].copy()
Show source
summary = make_summary(all_metadata)
bar_data = pd.concat(
[
mean_composition_years.rename("year"),
summary.groupby(level="corpus").size().rename("pieces"),
],
axis=1,
).reset_index()
N = len(summary)
fig = px.bar(
bar_data,
x="year",
y="pieces",
color="corpus",
color_discrete_map=corpus_colors,
title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(width=5)
fig.update_layout(**utils.STD_LAYOUT)
fig.update_traces(width=5)
save_figure_as(fig, "pieces_timeline_bars")
fig.show()
summary
| TimeSig | KeySig | last_mc | last_mn | length_qb | last_mc_unfolded | last_mn_unfolded | length_qb_unfolded | volta_mcs | all_notes_qb | ... | originalFormat | wikidata | musicbrainz | viaf | imslp | staff_1_instrument | staff_1_ambitus | staff_2_instrument | staff_2_ambitus | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | |||||||||||||||||||||
| bach_en_fr_suites | BWV806_01_Prelude | {1: '12/8'} | {1: 3} | 37 | 37 | 222.0 | 74 | 74 | 444.0 | () | 673.25 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/2591954a-1e63-326... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 56-84 (G#3-C6) | Piano | 37-76 (C#2-E5) |
| BWV806_02_Allemande | {1: '4/4'} | {1: 3} | 34 | 32 | 128.0 | 68 | 64 | 256.0 | () | 498.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/904478b9-c079-35f... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 44-83 (G#2-B5) | Piano | 35-71 (B1-B4) | |
| BWV806_03_Courante_I | {1: '3/2'} | {1: 3} | 22 | 20 | 120.0 | 44 | 40 | 240.0 | () | 381.00 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/c54e9412-5c9a-373... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 57-83 (A3-B5) | Piano | 33-71 (A1-B4) | |
| BWV806_04_Courante_II | {1: '3/2'} | {1: 3} | 26 | 24 | 144.0 | 52 | 48 | 288.0 | () | 434.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/4ed9eaa4-c831-312... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 56-83 (G#3-B5) | Piano | 33-64 (A1-E4) | |
| BWV806_05_Double_I | {1: '3/2'} | {1: 3} | 26 | 24 | 144.0 | 52 | 48 | 288.0 | () | 392.50 | ... | capx | https://www.wikidata.org/wiki/Q20645323 | https://musicbrainz.org/work/4ed9eaa4-c831-312... | https://viaf.org/viaf/175367933/ | https://imslp.org/wiki/English_Suite_No.1_in_A... | https://imslp.org/wiki/Special:ReverseLookup/2094 | Piano | 61-83 (C#4-B5) | Piano | 33-69 (A1-A4) | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | |
| BWV817_04_Gavotte | {1: '2/2'} | {1: 4} | 22 | 20 | 80.0 | 44 | 40 | 160.0 | () | 226.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/90f3c67a-528d-36e... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 63-83 (D#4-B5) | Piano | 40-64 (E2-E4) | |
| BWV817_05_Polonaise | {1: '3/4'} | {1: 4} | 24 | 24 | 72.0 | 48 | 48 | 144.0 | () | 144.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/c6632594-2267-323... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 64-83 (E4-B5) | Piano | 37-64 (C#2-E4) | |
| BWV817_06_Bourree | {1: '2/2'} | {1: 4} | 44 | 42 | 168.0 | 88 | 84 | 336.0 | () | 332.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/d8a68c73-ef63-3f2... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 63-83 (D#4-B5) | Piano | 35-68 (B1-G#4) | |
| BWV817_07_Gigue | {1: '6/8'} | {1: 4} | 50 | 48 | 144.0 | 100 | 96 | 288.0 | () | 270.50 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/6119f93a-d4fe-371... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 59-83 (B3-B5) | Piano | 37-66 (C#2-F#4) | |
| BWV817_08_Menuett | {1: '3/4'} | {1: 4} | 24 | 24 | 72.0 | 48 | 48 | 144.0 | () | 140.00 | ... | capx | https://www.wikidata.org/wiki/Q20645365 | https://musicbrainz.org/work/a500b14f-177c-3d8... | https://viaf.org/viaf/174207011/ | https://imslp.org/wiki/French_Suite_No.6_in_E_... | https://imslp.org/wiki/Special:ReverseLookup/2105 | Piano | 56-81 (G#3-A5) | Piano | 40-61 (E2-C#4) |
89 rows × 56 columns
Composition years histogram#
Show source
hist_data = summary.reset_index()
hist_data.corpus = hist_data.corpus.map(corpus_names)
fig = px.histogram(
hist_data,
x="composed_end",
color="corpus",
labels=dict(
composed_end="decade",
count="pieces",
),
color_discrete_map=corpus_name_colors,
title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(xbins=dict(size=10))
fig.update_layout(**utils.STD_LAYOUT)
fig.update_legends(font=dict(size=16))
save_figure_as(fig, "pieces_timeline_histogram", height=1250)
fig.show()
Dimensions#
Overview#
def make_overview_table(groupby, group_name="pieces"):
n_groups = groupby.size().rename(group_name)
absolute_numbers = dict(
measures=groupby.last_mn.sum(),
length=groupby.length_qb.sum(),
notes=groupby.n_onsets.sum(),
labels=groupby.label_count.sum(),
)
absolute = pd.DataFrame.from_dict(absolute_numbers)
absolute = pd.concat([n_groups, absolute], axis=1)
sum_row = pd.DataFrame(absolute.sum(), columns=["sum"]).T
absolute = pd.concat([absolute, sum_row])
return absolute
absolute = make_overview_table(summary.groupby("workTitle"))
# print(absolute.astype(int).to_markdown())
absolute.astype(int)
| pieces | measures | length | notes | labels | |
|---|---|---|---|---|---|
| English Suite No. 1 | 10 | 317 | 1462 | 5587 | 1198 |
| English Suite No. 2 | 8 | 422 | 1457 | 6736 | 1342 |
| English Suite No. 3 | 8 | 411 | 1217 | 5346 | 1100 |
| English Suite No. 4 | 7 | 292 | 1239 | 5894 | 1069 |
| English Suite No. 5 | 7 | 432 | 1108 | 6634 | 1213 |
| English Suite No. 6 | 8 | 411 | 1863 | 8328 | 1397 |
| French Suite No. 1 | 6 | 164 | 619 | 2582 | 561 |
| French Suite No. 2 | 6 | 231 | 608 | 2431 | 713 |
| French Suite No. 3 | 7 | 236 | 746 | 2953 | 769 |
| French Suite No. 4 | 7 | 200 | 676 | 2802 | 572 |
| French Suite No. 5 | 7 | 222 | 795 | 3719 | 704 |
| French Suite No. 6 | 8 | 242 | 816 | 3386 | 674 |
| sum | 89 | 3580 | 12607 | 56398 | 11312 |
def summarize_dataset(D):
all_metadata = D.get_metadata()
summary = make_summary(all_metadata)
return make_overview_table(summary.groupby(level=0))
corpus_summary = summarize_dataset(D)
print(corpus_summary.astype(int).to_markdown())
| | pieces | measures | length | notes | labels |
|:------------------|---------:|-----------:|---------:|--------:|---------:|
| bach_en_fr_suites | 89 | 3580 | 12607 | 56398 | 11312 |
| sum | 89 | 3580 | 12607 | 56398 | 11312 |
Measures#
all_measures = D.get_feature("measures")
print(
f"{len(all_measures.index)} measures over {len(all_measures.groupby(level=[0,1]))} files."
)
all_measures.head()
3683 measures over 89 files.
| mc | mn | quarterbeats | duration_qb | keysig | timesig | act_dur | mc_offset | numbering_offset | dont_count | barline | breaks | repeats | next | volta | markers | jump_bwd | jump_fwd | play_until | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | i | |||||||||||||||||||
| bach_en_fr_suites | BWV806_01_Prelude | 0 | 1 | 1 | 0 | 6.0 | 3 | 12/8 | 3/2 | 0 | <NA> | <NA> | <NA> | <NA> | firstMeasure | (2,) | <NA> | <NA> | <NA> | <NA> | <NA> |
| 1 | 2 | 2 | 6 | 6.0 | 3 | 12/8 | 3/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (3,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 2 | 3 | 3 | 12 | 6.0 | 3 | 12/8 | 3/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (4,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 3 | 4 | 4 | 18 | 6.0 | 3 | 12/8 | 3/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (5,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 4 | 5 | 5 | 24 | 6.0 | 3 | 12/8 | 3/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (6,) | <NA> | <NA> | <NA> | <NA> | <NA> |
all_measures.get_default_analysis().plot_grouped()
Harmony labels#
All symbols, independent of the local key (the mode of which changes their semantics).
try:
all_annotations = D.get_feature("harmonylabels").df
except Exception:
all_annotations = pd.DataFrame()
n_annotations = len(all_annotations.index)
includes_annotations = n_annotations > 0
if includes_annotations:
display(all_annotations.head())
print(f"Concatenated annotation tables contains {all_annotations.shape[0]} rows.")
no_chord = all_annotations.root.isna()
if no_chord.sum() > 0:
print(
f"{no_chord.sum()} of them are not chords. Their values are:"
f" {all_annotations.label[no_chord].value_counts(dropna=False).to_dict()}"
)
all_chords = all_annotations[~no_chord].copy()
print(
f"Dataset contains {all_chords.shape[0]} tokens and {len(all_chords.chord.unique())} types over "
f"{len(all_chords.groupby(level=[0,1]))} documents."
)
all_annotations["corpus_name"] = all_annotations.index.get_level_values(0).map(
utils.get_corpus_display_name
)
all_chords["corpus_name"] = all_chords.index.get_level_values(0).map(
utils.get_corpus_display_name
)
else:
print("Dataset contains no annotations.")
| mc | mn | quarterbeats | duration_qb | mc_onset | mn_onset | timesig | staff | voice | volta | ... | numeral_or_applied_to_numeral | intervals_over_bass | intervals_over_root | scale_degrees | scale_degrees_and_mode | scale_degrees_major | scale_degrees_minor | globalkey | localkey | chord | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | i | |||||||||||||||||||||
| bach_en_fr_suites | BWV806_01_Prelude | 0 | 1 | 1 | 0 | 1.5 | 0 | 0 | 12/8 | 2 | 1 | <NA> | ... | I | (M3, P5) | (M3, P5) | (1, 3, 5) | (1, 3, 5), major | (1, 3, 5) | (1, #3, 5) | A | I | I |
| 1 | 1 | 1 | 3/2 | 1.5 | 3/8 | 3/8 | 12/8 | 2 | 1 | <NA> | ... | V | (M3, P5, m7) | (M3, P5, m7) | (5, 7, 2, 4) | (5, 7, 2, 4), major | (5, 7, 2, 4) | (5, #7, 2, 4) | A | I | V7 | ||
| 2 | 1 | 1 | 3 | 1.5 | 3/4 | 3/4 | 12/8 | 2 | 1 | <NA> | ... | I | (M3, P5) | (M3, P5) | (1, 3, 5) | (1, 3, 5), major | (1, 3, 5) | (1, #3, 5) | A | I | I | ||
| 3 | 1 | 1 | 9/2 | 1.5 | 9/8 | 9/8 | 12/8 | 2 | 1 | <NA> | ... | V | (M3, P5, m7) | (M3, P5, m7) | (5, 7, 2, 4) | (5, 7, 2, 4), major | (5, 7, 2, 4) | (5, #7, 2, 4) | A | I | V7 | ||
| 4 | 2 | 2 | 6 | 1.5 | 0 | 0 | 12/8 | 2 | 1 | <NA> | ... | I | (M3, P5) | (M3, P5) | (1, 3, 5) | (1, 3, 5), major | (1, 3, 5) | (1, #3, 5) | A | I | I |
5 rows × 51 columns
Concatenated annotation tables contains 11158 rows.
Dataset contains 11158 tokens and 786 types over 89 documents.